/Ultrasound-AI

This project includes a variety of ultrasound image processing, such as enhancement, generation, classification, etc.

Ultrasound-image-processing

This project includes a variety of ultrasound image processing, such as enhancement, generation, classification, etc.

Ultrasound Image Processing（超声图像处理）

Ultrasound Image Enhancement

Date Pub Title Links
September 2023 Transactions on Machine Learning Research Revisiting Hidden Representations in Transfer Learning for Medical Imaging paper/code
July
2023		 arXiv Dehazing Ultrasound using Diffusion Models paper/code
2022 Proceedings of the Computer Vision - ACCV 2022 HiCo: Hierarchical Contrastive Learning for Ultrasound Video Model Pretraining paper/code
December 2022 IEEE Transactions on Medical Imaging Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning paper/code
July
2022		 IEEE Transactions on Medical Imaging Deep-fUS: A Deep Learning Platform for Functional Ultrasound Imaging of the Brain Using Sparse Data paper/code
September 2021 arXiv USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning paper/code

Ultrasound Image Synthesis

Date Pub Title Links
December 2023 arXiv Breast Ultrasound Report Generation using LangChain paper/code
September 2023 arXiv Unified Brain MR-Ultrasound Synthesis using Multi-Modal Hierarchical Representations paper/code
April 2022 Medical Image Analysis Sketch guided and progressive growing GAN for realistic and editable ultrasound image paper/code

Ultrasound Image Classification

Date Pub Title Links
April 2024 arXiv MEDMAMBA: VISION MAMBA FOR MEDICAL IMAGE CLASSIFICATION paper/code
June 
2023		 IEEE TRANSACTIONS ON
MEDICAL IMAGING		 HoVer-Trans: Anatomy-aware
HoVer-Transformer for ROI-free Breast Cancer
Diagnosis in Ultrasound Images		 paper/code
May 2023 arXiv PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering paper/code
January 
2023		 Computer Methods and Programs in Biomedicine MsGoF: Breast lesion classification on ultrasound images by
multi-scale gradational-order fusion framework		 paper/code
July
2022		 Frontiers in Pharmacology Semi-supervised vision

transformer with adaptive token sampling for breast cancer classification		 paper/code
July
2022		 MICCAI 2022 Less is More: Adaptive Curriculum Learning for
Thyroid Nodule Diagnosis		 paper/code
June
2022		 IEEE Transactions on Medical Imaging Voice-assisted Image Labelling for Endoscopic
Ultrasound Classification using Neural Networks		 paper/code
April
2022		 Computer Methods and Programs in Biomedicine Deep convolutional neural networks in thyroid disease detection: A
multiclassification comparison by ultrasonography and computed tomography		 paper/code
December
2021		 Computer Methods and Programs in Biomedicine Multi-scale information with attention integration for classification of
liver fibrosis in B-mode US image		 paper/code
August
2021		 sensors Pulmonary COVID-19: Learning Spatiotemporal Features Combining CNN and LSTM Networks for Lung Ultrasound Video Classification paper/code

Ultrasound Image Detection

Data Pub Title Links
January 2024 IEEE Transactions on Medical Imaging Semi-supervised Thyroid Nodule Detection in Ultrasound Videos paper/code
November 2023 Medical Image Analysis Interpretable and intervenable ultrasonography-based machine learning models for pediatric appendicitis paper/code
November 2023 Expert Systems With Applications Enhancing gastrointestinal submucosal tumor recognition in endoscopic ultrasonography: A novel multi-attribute guided contextual attention network paper/code
July
2022		 Medical Image Computing and Computer Assisted Interventions 2022 A New Dataset and A Baseline Model for Breast
Lesion Detection in Ultrasound Videos		 paper/code
January 2021 Applied Sciences Accelerating Detection of Lung Pathologies with Explainable Ultrasound Image Analysis paper/code

Ultrasound Image Segmentation

Data Pub Title Links
2024 AAAI Conference on Artificial Intelligence Rolling-Unet: Revitalizing MLP’s Ability to Efficiently Extract Long-Distance
Dependencies for Medical Image Segmentation		 paper/code
January 2024 arXiv PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation paper/code
January 2024 Ultrasonics Deep learning for real-time multi-class segmentation of artefacts in lung ultrasound paper/code
December 2023 Biomedical Signal Processing and Control MSDANet: A multi-scale dilation attention network for medical image segmentation paper/code
December 2023 Computerized Medical Imaging and Graphics MicroSegNet: A deep learning approach for prostate segmentation on micro-ultrasound images paper/code
November 2023 Computers in Biology and Medicine LM-Net: A light-weight and multi-scale network for medical image segmentation paper/code
November 2023 Computer Methods and Programs in Biomedicine An image registration-based self-supervised Su-Net for carotid plaque ultrasound image segmentation paper/code
October
2023		 IEEE Transactions on Instrumentation and Measurement DSC-Net: A Novel Interactive Two-Stream Network by Combining Transformer and CNN for Ultrasound Image Segmentation paper/code
October
2023		 Pattern Recognition Rethinking the unpretentious U-net for medical ultrasound image segmentation paper/code
October
2023		 arXiv Shifting More Attention to Breast Lesion Segmentation in Ultrasound Videos paper/code
September 2023 IEEE Transactions on Medical Imaging Deep Semi-Supervised Ultrasound Image Segmentation by Using a Shadow Aware Network with Boundary Refinement paper/code
Augest
2023		 arXiv ACC-UNet: A Completely Convolutional UNet model for the 2020s paper/code
Augest
2023		 arXiv CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion paper/code
July 2023 arXiv Mining Negative Temporal Contexts For False Positive Suppression In Real-Time Ultrasound Lesion Detection paper/code
June 2023 Engineering Applications of Artificial Intelligence DPCTN: Dual path context-aware transformer network for medical image segmentation paper/code
May 
2023		 Computer Methods and Programs in Biomedicine BPAT-UNet: Boundary preserving assembled transformer UNet for ultrasound thyroid nodule segmentation paper/code
May 
2023		 Pattern Recognition Rethinking the unpretentious U-net for medical ultrasound image segmentation paper/code
May
2023		 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE NU-net: An Unpretentious Nested U-net for
Breast Tumor Segmentation		 paper/code
May
2023		 Computers in Biology and Medicine Refined Feature-based Multi-frame and Multi-scale Fusing Gate network for accurate segmentation of plaques in ultrasound videos paper/code
MAY
2023		 Ultrasound in Medicine & Biology Real-Time Automated Segmentation of Median Nerve in Dynamic Ultrasonography Using Deep Learning paper/code
MAY
2023		 arxiv Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model paper/code
April 2023 scientific reports A novel medical image segmentation approach by using multi‑branch segmentation network based on local and global information synchronous learning paper/code
March
2023		 arxiv M2SNet: Multi-scale in Multi-scale Subtraction
Network for Medical Image Segmentation		 paper/code
February 2023 Expert Systems With Applications PDF-UNet: A semi-supervised method for segmentation of breast tumor
images using a U-shaped pyramid-dilated network		 paper/code
January
2023		 Engineering Applications of Artificial Intelligence RRCNet: Refinement residual convolutional network for breast ultrasound images segmentation paper/code
January 
2023		 arXiv MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model paper/code
November
2022		 Computers in Biology and Medicine Thyroid Region Prior Guided Attention for Ultrasound Segmentation of Thyroid Nodules paper/code
November
2022		 arXiv CMU-NET: A STRONG CONVMIXER-BASED MEDICAL ULTRASOUND IMAGE
SEGMENTATION NETWORK		 paper/code
November 2022 Medical Image Analysis Domain generalization for prostate segmentation in transrectal ultrasound images: A multi-center study paper/code
NOVEMBER 2022 IEEE TRANSACTIONS ON MEDICAL IMAGING AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images paper/code
NOVEMBER 2022 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS ESKNet:An enhanced adaptive selection kernel convolution for breast tumors segmentation paper/code
December
2022		 IEEE TRANSACTIONS ON MEDICAL IMAGING Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning paper/code
September
2022		 MICCAI 2022 UNeXt: MLP-based Rapid Medical Image
Segmentation Network		 paper/code
May
2022		 arXiv FedMix: Mixed Supervised Federated Learning
for Medical Image Segmentation		 paper/code
April
2022		 Medical Image Analysis AWSnet: An Auto-weighted Supervision Attention Network for Myocardial Scar and Edema Segmentation in Multi-sequence Cardiac Magnetic Resonance Images paper/code
October
2021		 Journal of King Saud University –
Computer and Information Sciences		 MDA-Net: Multiscale dual attention-based network for breast lesion
segmentation using ultrasound images		 paper/code
October
2021		 arXiv KiU-Net: Overcomplete Convolutional
Architectures for Biomedical Image and
Volumetric Segmentation		 paper/code
April
2021		 IEEE International Symposium on Biomedical Imaging SGUNET: Semantic Guided UNET For Thyroid Nodule Segmentation paper/code
February
2021		 arXiv Medical Transformer: Gated Axial-Attention for Medical Image Segmentation paper/code
August
2020		 Biomedical Signal Processing and Control Breast mass segmentation in ultrasound with selective kernel U-Net
convolutional neural networ		 paper/code
December
2019		 Computer Methods and Programs in Biomedicine Semi-supervised segmentation of lesion from breast ultrasound
images with attentional generative adversarial network		 paper/code

ull supervision

breast image classification

Date Pub Title Links
January 2023 Computer Methods and Programs in Biomedicine MsGoF: Breast lesion classification on ultrasound images by paper/code

breast image segmentation

Date Pub Title Links
June 2023 Engineering Applications of Artificial Intelligence DPCTN: Dual path context-aware transformer network for medical image
segmentation		 paper/code

semi-supervised

self-monitorin